Plan your trip to the beach with this snapshot of weather throughout the year in Scranton: The hottest months are usually July and August with an average temp of 66°F, while the coldest months are January and February with an average of 29°F. The snowiest months in Scranton are January, February, December, and March, with each month seeing an average of 5 inches of snowfall.